Research of Moving Object Detection Algorithm in Transmission Lines under Complex Background

被引:0
|
作者
Zhang, Ye [1 ,2 ]
Huang, Xinbo [1 ]
Li, Juqing [1 ]
Liu, Xinhui [1 ]
Zhang, Huiying [1 ]
Xing, Xiaoqiang [1 ]
机构
[1] Xian Polytech Univ, Coll Elect & Informat, Xian, Peoples R China
[2] Xidian Univ, Sch Mechanoelect Engn, Xian, Peoples R China
关键词
transmission lines; complex background; moving target detection; Gaussian Mixture Background Modeling;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In allusion to the deficiency of existing methods in moving target detection for transmission lines under complex background, we proposed a method for realizing automatic moving target detection. Adopting the field images with moving target which were taken from the transmission lines anti-theft warning system of a power company in Xinjiang, and choosing the background difference as the object detection algorithm, Gaussian mixture model (GMM) was used for real-time update of background model, through subtracting the updated background image from the current image, we can obtain the foreground moving target. Then, the OTSU algorithm was adopted to complete the image segmentation of moving target area, and marked the foreground moving target in transmission lines filed image to realize the automatic detection for moving target. The results show that the combination of background difference and Gaussian Mixture Background Modeling is sensitive to the change of complex background image, so the complex background can be timely updated and all the foreground moving targets can be automatically extracted from transmission lines images with complex background, showing that the proposed method is applicable for automatically detection of moving target in transmission lines under complex background.
引用
收藏
页码:176 / 179
页数:4
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